{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "389d4fcb-4aeb-4550-83e6-45b72732d73e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "from torchvision import datasets, transforms\n",
    "from sklearn.manifold import TSNE\n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7d3ce71b-c117-4d9c-be36-7554eaec1fcf",
   "metadata": {},
   "outputs": [],
   "source": [
    "class Encoder(nn.Module):\n",
    "    \"\"\"The encoder for VAE\"\"\"\n",
    "    \n",
    "    def __init__(self, image_size, input_dim, conv_dims, fc_dim, latent_dim):\n",
    "        super().__init__()\n",
    "        \n",
    "        convs = []\n",
    "        prev_dim = input_dim\n",
    "        for conv_dim in conv_dims:\n",
    "            convs.append(nn.Sequential(\n",
    "                nn.Conv2d(prev_dim, conv_dim, kernel_size=3, stride=2, padding=1),\n",
    "                nn.ReLU()\n",
    "            ))\n",
    "            prev_dim = conv_dim\n",
    "        self.convs = nn.Sequential(*convs)\n",
    "        \n",
    "        prev_dim = (image_size // (2 ** len(conv_dims))) ** 2 * conv_dims[-1]\n",
    "        self.fc = nn.Sequential(\n",
    "            nn.Linear(prev_dim, fc_dim),\n",
    "            nn.ReLU(),\n",
    "        )\n",
    "        self.fc_mu = nn.Linear(fc_dim, latent_dim)\n",
    "        self.fc_log_var = nn.Linear(fc_dim, latent_dim)\n",
    "                    \n",
    "    def forward(self, x):\n",
    "        x = self.convs(x)\n",
    "        x = torch.flatten(x, start_dim=1)\n",
    "        x = self.fc(x)\n",
    "        mu = self.fc_mu(x)\n",
    "        log_var = self.fc_log_var(x)\n",
    "        return mu, log_var\n",
    "    \n",
    "class Decoder(nn.Module):\n",
    "    \"\"\"The decoder for VAE\"\"\"\n",
    "    \n",
    "    def __init__(self, latent_dim, image_size, conv_dims, output_dim):\n",
    "        super().__init__()\n",
    "        \n",
    "        fc_dim = (image_size // (2 ** len(conv_dims))) ** 2 * conv_dims[-1]\n",
    "        self.fc = nn.Sequential(\n",
    "            nn.Linear(latent_dim, fc_dim),\n",
    "            nn.ReLU()\n",
    "        )\n",
    "        self.conv_size = image_size // (2 ** len(conv_dims))\n",
    "        \n",
    "        de_convs = []\n",
    "        prev_dim = conv_dims[-1]\n",
    "        for conv_dim in conv_dims[::-1]:\n",
    "            de_convs.append(nn.Sequential(\n",
    "                nn.ConvTranspose2d(prev_dim, conv_dim, kernel_size=3, stride=2, padding=1, output_padding=1),\n",
    "                nn.ReLU()\n",
    "            ))\n",
    "            prev_dim = conv_dim\n",
    "        self.de_convs = nn.Sequential(*de_convs)\n",
    "        self.pred_layer = nn.Sequential(\n",
    "            nn.Conv2d(prev_dim, output_dim, kernel_size=3, stride=1, padding=1),\n",
    "            nn.Sigmoid()\n",
    "        )\n",
    "        \n",
    "    def forward(self, x):\n",
    "        x = self.fc(x)\n",
    "        x = x.reshape(x.size(0), -1, self.conv_size, self.conv_size)\n",
    "        x = self.de_convs(x)\n",
    "        x = self.pred_layer(x)\n",
    "        return x\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d079df14-0f33-44c5-b6ae-84ce2ad65566",
   "metadata": {},
   "outputs": [],
   "source": [
    "class VAE(nn.Module):\n",
    "    \"\"\"VAE\"\"\"\n",
    "    \n",
    "    def __init__(self, image_size, input_dim, conv_dims, fc_dim, latent_dim):\n",
    "        super().__init__()\n",
    "        \n",
    "        self.encoder = Encoder(image_size, input_dim, conv_dims, fc_dim, latent_dim)\n",
    "        self.decoder = Decoder(latent_dim, image_size, conv_dims, input_dim)\n",
    "        \n",
    "    def sample_z(self, mu, log_var):\n",
    "        \"\"\"sample z by reparameterization trick\"\"\"\n",
    "        std = torch.exp(0.5 * log_var)\n",
    "        eps = torch.randn_like(std)\n",
    "        return mu + eps * std\n",
    "    \n",
    "    def forward(self, x):\n",
    "        mu, log_var = self.encoder(x)\n",
    "        z = self.sample_z(mu, log_var)\n",
    "        recon = self.decoder(z)\n",
    "        return recon, mu, log_var\n",
    "    \n",
    "    def compute_loss(self, x, recon, mu, log_var):\n",
    "        \"\"\"compute loss of VAE\"\"\"\n",
    "        \n",
    "        # KL loss\n",
    "        kl_loss = (0.5*(log_var.exp() + mu ** 2 - 1 - log_var)).sum(1).mean()\n",
    "        \n",
    "        # recon loss\n",
    "        recon_loss = F.binary_cross_entropy(recon, x, reduction=\"none\").sum([1, 2, 3]).mean()\n",
    "        \n",
    "        return kl_loss + recon_loss\n",
    "            "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "26995047-4677-4c5b-99e0-8d671bb30ca9",
   "metadata": {},
   "outputs": [],
   "source": [
    "x = torch.rand(1, 1, 28, 28)\n",
    "\n",
    "image_size = 28\n",
    "conv_dims = [32, 64]\n",
    "fc_dim = 128\n",
    "latent_dim = 64\n",
    "\n",
    "batch_size = 128\n",
    "epochs = 30\n",
    "\n",
    "transform=transforms.Compose([\n",
    "    transforms.ToTensor()\n",
    "])\n",
    "\n",
    "dataset1 = datasets.MNIST('../data', train=True, download=True,\n",
    "                       transform=transform)\n",
    "dataset2 = datasets.MNIST('../data', train=False,\n",
    "                       transform=transform)\n",
    "train_loader = torch.utils.data.DataLoader(dataset1, batch_size=batch_size, shuffle=True)\n",
    "test_loader = torch.utils.data.DataLoader(dataset2, batch_size=batch_size)\n",
    "\n",
    "model = VAE(image_size, 1, conv_dims, fc_dim, latent_dim).cuda()\n",
    "optimizer = torch.optim.Adam(model.parameters(), lr=1e-3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c5766aff-b516-4eaf-8206-f4467e5c5a45",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Start training epoch 0\n",
      "\t [199/469]: loss 187.67857360839844\n",
      "\t [399/469]: loss 148.39346313476562\n",
      "\t [468/469]: loss 150.820068359375\n",
      "Start training epoch 1\n",
      "\t [199/469]: loss 136.36627197265625\n",
      "\t [399/469]: loss 126.92573547363281\n",
      "\t [468/469]: loss 116.98076629638672\n",
      "Start training epoch 2\n",
      "\t [199/469]: loss 115.5693359375\n",
      "\t [399/469]: loss 111.59933471679688\n",
      "\t [468/469]: loss 110.3120346069336\n",
      "Start training epoch 3\n",
      "\t [199/469]: loss 113.01451110839844\n",
      "\t [399/469]: loss 110.99957275390625\n",
      "\t [468/469]: loss 107.50617218017578\n",
      "Start training epoch 4\n",
      "\t [199/469]: loss 108.46925354003906\n",
      "\t [399/469]: loss 107.11563110351562\n",
      "\t [468/469]: loss 106.11482238769531\n",
      "Start training epoch 5\n",
      "\t [199/469]: loss 102.81958770751953\n",
      "\t [399/469]: loss 104.22434997558594\n",
      "\t [468/469]: loss 106.00135040283203\n",
      "Start training epoch 6\n",
      "\t [199/469]: loss 103.6996841430664\n",
      "\t [399/469]: loss 99.68712615966797\n",
      "\t [468/469]: loss 97.84563446044922\n",
      "Start training epoch 7\n",
      "\t [199/469]: loss 99.5423583984375\n",
      "\t [399/469]: loss 103.80865478515625\n",
      "\t [468/469]: loss 106.57797241210938\n",
      "Start training epoch 8\n",
      "\t [199/469]: loss 102.5561294555664\n",
      "\t [399/469]: loss 106.89677429199219\n",
      "\t [468/469]: loss 101.66852569580078\n",
      "Start training epoch 9\n",
      "\t [199/469]: loss 100.99969482421875\n",
      "\t [399/469]: loss 102.0422592163086\n",
      "\t [468/469]: loss 103.76470947265625\n",
      "Start training epoch 10\n",
      "\t [199/469]: loss 98.85287475585938\n",
      "\t [399/469]: loss 99.40316772460938\n",
      "\t [468/469]: loss 102.00971221923828\n",
      "Start training epoch 11\n",
      "\t [199/469]: loss 102.78754425048828\n",
      "\t [399/469]: loss 101.12687683105469\n",
      "\t [468/469]: loss 99.60385131835938\n",
      "Start training epoch 12\n",
      "\t [199/469]: loss 101.6423568725586\n",
      "\t [399/469]: loss 102.40576171875\n",
      "\t [468/469]: loss 99.90574645996094\n",
      "Start training epoch 13\n",
      "\t [199/469]: loss 102.46650695800781\n",
      "\t [399/469]: loss 102.79277801513672\n",
      "\t [468/469]: loss 96.13760375976562\n",
      "Start training epoch 14\n",
      "\t [199/469]: loss 103.150390625\n",
      "\t [399/469]: loss 103.42613220214844\n",
      "\t [468/469]: loss 96.05118560791016\n",
      "Start training epoch 15\n",
      "\t [199/469]: loss 101.937255859375\n",
      "\t [399/469]: loss 100.75680541992188\n",
      "\t [468/469]: loss 97.46368408203125\n",
      "Start training epoch 16\n",
      "\t [199/469]: loss 101.16322326660156\n",
      "\t [399/469]: loss 96.47483825683594\n",
      "\t [468/469]: loss 104.34016418457031\n",
      "Start training epoch 17\n",
      "\t [199/469]: loss 100.10436248779297\n",
      "\t [399/469]: loss 101.35940551757812\n",
      "\t [468/469]: loss 98.92074584960938\n",
      "Start training epoch 18\n",
      "\t [199/469]: loss 98.46267700195312\n",
      "\t [399/469]: loss 99.56661224365234\n",
      "\t [468/469]: loss 98.5428237915039\n",
      "Start training epoch 19\n",
      "\t [199/469]: loss 99.08548736572266\n",
      "\t [399/469]: loss 99.4765625\n",
      "\t [468/469]: loss 97.01322937011719\n",
      "Start training epoch 20\n",
      "\t [199/469]: loss 100.17706298828125\n",
      "\t [399/469]: loss 97.63329315185547\n",
      "\t [468/469]: loss 96.27444458007812\n",
      "Start training epoch 21\n",
      "\t [199/469]: loss 97.312255859375\n",
      "\t [399/469]: loss 97.01033020019531\n",
      "\t [468/469]: loss 95.22953033447266\n",
      "Start training epoch 22\n",
      "\t [199/469]: loss 98.82452392578125\n",
      "\t [399/469]: loss 101.6678695678711\n",
      "\t [468/469]: loss 99.165771484375\n",
      "Start training epoch 23\n",
      "\t [199/469]: loss 93.65074157714844\n",
      "\t [399/469]: loss 101.9703140258789\n",
      "\t [468/469]: loss 99.69618225097656\n",
      "Start training epoch 24\n",
      "\t [199/469]: loss 99.23719787597656\n",
      "\t [399/469]: loss 98.2544174194336\n",
      "\t [468/469]: loss 98.90155029296875\n",
      "Start training epoch 25\n",
      "\t [199/469]: loss 99.775146484375\n",
      "\t [399/469]: loss 96.82532501220703\n",
      "\t [468/469]: loss 100.64695739746094\n",
      "Start training epoch 26\n",
      "\t [199/469]: loss 98.49298095703125\n",
      "\t [399/469]: loss 94.92886352539062\n",
      "\t [468/469]: loss 102.621337890625\n",
      "Start training epoch 27\n",
      "\t [199/469]: loss 100.16015625\n",
      "\t [399/469]: loss 94.76513671875\n",
      "\t [468/469]: loss 96.20279693603516\n",
      "Start training epoch 28\n",
      "\t [199/469]: loss 96.54887390136719\n",
      "\t [399/469]: loss 100.09798431396484\n",
      "\t [468/469]: loss 95.94865417480469\n",
      "Start training epoch 29\n",
      "\t [199/469]: loss 96.13093566894531\n",
      "\t [399/469]: loss 103.85923767089844\n",
      "\t [468/469]: loss 101.13523864746094\n"
     ]
    }
   ],
   "source": [
    "print_freq = 200\n",
    "for epoch in range(epochs):\n",
    "    print(\"Start training epoch {}\".format(epoch,))\n",
    "    for i, (images, labels) in enumerate(train_loader):\n",
    "        images = images.cuda()\n",
    "        recon, mu, log_var = model(images)\n",
    "        loss = model.compute_loss(images, recon, mu, log_var)\n",
    "        optimizer.zero_grad()\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "        if (i + 1) % print_freq == 0 or (i + 1) == len(train_loader):\n",
    "            print(\"\\t [{}/{}]: loss {}\".format(i, len(train_loader), loss.item()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "42444393-4a1a-4a8f-9fd2-2273c29229b5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 64 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## generate new images by VAE\n",
    "\n",
    "n_cols, n_rows = 8, 8\n",
    "\n",
    "sample_zs = torch.randn(n_cols * n_rows, latent_dim)\n",
    "model.eval()\n",
    "with torch.no_grad():\n",
    "    generated_imgs = model.decoder(sample_zs.cuda())\n",
    "    generated_imgs = generated_imgs.cpu().numpy()\n",
    "generated_imgs = np.array(generated_imgs * 255, dtype=np.uint8).reshape(n_rows, n_cols, image_size, image_size)\n",
    "    \n",
    "fig = plt.figure(figsize=(8, 8), constrained_layout=True)\n",
    "gs = fig.add_gridspec(n_rows, n_cols)\n",
    "for n_col in range(n_cols):\n",
    "    for n_row in range(n_rows):\n",
    "        f_ax = fig.add_subplot(gs[n_row, n_col])\n",
    "        f_ax.imshow(generated_imgs[n_row, n_col], cmap=\"gray\")\n",
    "        f_ax.axis(\"off\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "1584b848-e27b-4513-b666-5afa65b5c3c7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='x1', ylabel='x2'>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## visualize latent features\n",
    "\n",
    "latent_zs = []\n",
    "targets = []\n",
    "for i, (images, labels) in enumerate(train_loader):\n",
    "        images = images.cuda()\n",
    "        with torch.no_grad():\n",
    "            mu, log_var = model.encoder(images)\n",
    "        latent_zs.append(mu.cpu().numpy())\n",
    "        targets.append(labels.numpy())\n",
    "latent_zs = np.concatenate(latent_zs, 0)\n",
    "targets = np.concatenate(targets, 0)\n",
    "\n",
    "n_samples = 1000\n",
    "sample_idxs = np.random.permutation(len(targets))[:n_samples]\n",
    "\n",
    "latent_zs = latent_zs[sample_idxs]\n",
    "targets = targets[sample_idxs]\n",
    "zs_reduced = TSNE(n_components=2, random_state=2022).fit_transform(latent_zs)\n",
    "\n",
    "tsne_data = pd.DataFrame({\n",
    "    \"x1\": zs_reduced[:,0],\n",
    "    \"x2\": zs_reduced[:,1],\n",
    "    \"y\": targets})\n",
    "\n",
    "plt.figure(figsize=(6, 6))\n",
    "sns.scatterplot(\n",
    "    x=\"x1\", y=\"x2\",\n",
    "    hue=\"y\",\n",
    "    palette=sns.color_palette(\"hls\", 10),\n",
    "    data=tsne_data,\n",
    "    legend=\"full\",\n",
    "    alpha=0.3\n",
    ")   \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9be7b6c2-8a80-4c5c-b5ef-9d3fe382e5df",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
